Coherence Collapse: Diagnosing Why Code Agents Fail After Reaching the Right Code

Myeongsoo Kim, Dingmin Wang, Siwei Cui +6

Code agents resolve 65-70% of SWE-bench Verified issues, but Pass@1 cannot tell us why the rest fail, and, as we show, capable-model failures are systematically misdiagnosed withou…